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test_groups.py
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test_groups.py
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# Copyright (c) Recommenders contributors.
# Licensed under the MIT License.
# NOTE:
# The times on GPU environment have been calculated on an Azure STANDARD_NC6S_V2
# with 6 vCPUs, 112 GB memory, 1 NVIDIA Tesla P100 GPU.
# The times on CPU and Spark environments have been calculated on an Azure
# Standard_A8m_v2 with 8 vCPUs and 64 GiB memory.
# IMPORTANT NOTE:
# FOR NIGHTLY, NO GROUP SHOULD SURPASS 45MIN = 2700s !!!
# FOR PR GATE, NO GROUP SHOULD SURPASS 15MIN = 900s !!!
global nightly_test_groups, pr_gate_test_groups
nightly_test_groups = {
"group_cpu_001": [ # Total group time: 1883s
"tests/data_validation/recommenders/datasets/test_movielens.py::test_download_and_extract_movielens", # 0.45s + 0.61s + 3.47s + 8.28s
"tests/data_validation/recommenders/datasets/test_movielens.py::test_load_item_df", # 0.47s + 0.59s + 3.59s + 8.44s
"tests/data_validation/recommenders/datasets/test_movielens.py::test_load_pandas_df", # 16.87s + 37.33s + 352.99s + 673.61s
#
"tests/data_validation/recommenders/datasets/test_mind.py::test_mind_url", # 0.38s
"tests/data_validation/recommenders/datasets/test_mind.py::test_download_mind_demo",
"tests/data_validation/recommenders/datasets/test_mind.py::test_extract_mind_demo",
"tests/data_validation/recommenders/datasets/test_mind.py::test_download_mind_small",
"tests/data_validation/recommenders/datasets/test_mind.py::test_extract_mind_small",
"tests/data_validation/recommenders/datasets/test_mind.py::test_download_mind_large",
"tests/data_validation/recommenders/datasets/test_mind.py::test_extract_mind_large",
"tests/data_validation/examples/test_mind.py::test_mind_utils_runs", # 219.77s
"tests/data_validation/examples/test_mind.py::test_mind_utils_values", # 219.26s
#
"tests/data_validation/examples/test_wikidata.py::test_wikidata_runs",
"tests/data_validation/examples/test_wikidata.py::test_wikidata_values",
#
"tests/smoke/examples/test_notebooks_python.py::test_lightgbm_quickstart_smoke", # 46.42s
#
"tests/smoke/examples/test_notebooks_python.py::test_cornac_bpr_smoke", # 16.62s
"tests/functional/examples/test_notebooks_python.py::test_cornac_bpr_functional", # 165.72s
],
"group_cpu_002": [ # Total group time: 1801s
"tests/smoke/examples/test_notebooks_python.py::test_baseline_deep_dive_smoke", # 15.98s
"tests/functional/examples/test_notebooks_python.py::test_baseline_deep_dive_functional", # 170.73s
#
"tests/smoke/examples/test_notebooks_python.py::test_surprise_svd_smoke", # 45.88s
"tests/functional/examples/test_notebooks_python.py::test_surprise_svd_functional", # 503.54s
#
"tests/functional/examples/test_notebooks_python.py::test_geoimc_functional", # 1006.19s
#
"tests/functional/examples/test_notebooks_python.py::test_benchmark_movielens_cpu", # 58s
#
"tests/functional/examples/test_notebooks_python.py::test_lightfm_functional",
],
"group_cpu_003": [ # Total group time: 2253s
"tests/data_validation/recommenders/datasets/test_criteo.py::test_download_criteo_sample", # 1.05s
"tests/data_validation/recommenders/datasets/test_criteo.py::test_extract_criteo_sample", # 1.22s
"tests/data_validation/recommenders/datasets/test_criteo.py::test_criteo_load_pandas_df_sample", # 1.73s
"tests/data_validation/recommenders/datasets/test_criteo.py::test_criteo_load_pandas_df_full", # 1368.63s
#
"tests/smoke/examples/test_notebooks_python.py::test_sar_single_node_smoke", # 12.58s
"tests/functional/examples/test_notebooks_python.py::test_sar_single_node_functional", # 57.67s + 808.83s
"tests/functional/examples/test_notebooks_python.py::test_xlearn_fm_functional", # 255.73s
"tests/smoke/examples/test_notebooks_python.py::test_vw_deep_dive_smoke",
"tests/functional/examples/test_notebooks_python.py::test_vw_deep_dive_functional",
"tests/functional/examples/test_notebooks_python.py::test_nni_tuning_svd",
],
"group_gpu_001": [ # Total group time: 1937.01s
"tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm", # 0.76s (Always the first test to check the GPU works)
"tests/smoke/recommenders/recommender/test_deeprec_utils.py", # 2.91
"tests/smoke/recommenders/recommender/test_deeprec_model.py::test_FFM_iterator", # 0.74s
"tests/smoke/recommenders/recommender/test_newsrec_utils.py::test_news_iterator", # 3.04s
#
"tests/smoke/recommenders/recommender/test_deeprec_model.py::test_model_lightgcn", # 6.03s # FIXME: Issue with TF version > 2.10.1 See #2018
"tests/functional/examples/test_notebooks_gpu.py::test_lightgcn_deep_dive_functional", # 19.45s # FIXME: Issue with TF version > 2.10.1 See #2018
#
"tests/smoke/recommenders/recommender/test_deeprec_model.py::test_model_sum", # 27.23s # FIXME: Issue with TF version > 2.10.1 See #2018
#
"tests/smoke/recommenders/recommender/test_deeprec_model.py::test_model_dkn", # 187.20s
"tests/functional/examples/test_notebooks_gpu.py::test_dkn_quickstart_functional", # 1167.93s
#
"tests/functional/examples/test_notebooks_gpu.py::test_slirec_quickstart_functional", # 175.00s # FIXME: Issue with TF version > 2.10.1 See #2018
"tests/smoke/recommenders/recommender/test_deeprec_model.py::test_model_slirec", # 346.72s # FIXME: Issue with TF version > 2.10.1 See #2018
],
"group_gpu_002": [ # Total group time: 1896.76s
"tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm", # 0.76s (Always the first test to check the GPU works)
"tests/smoke/recommenders/recommender/test_deeprec_model.py::test_model_xdeepfm", # 3.10s
# FIXME: https://github.com/microsoft/recommenders/issues/1883
# "tests/smoke/examples/test_notebooks_gpu.py::test_xdeepfm_smoke", # 77.93s
"tests/functional/examples/test_notebooks_gpu.py::test_xdeepfm_functional", # FIXME: Issue with TF version > 2.10.1 See #2018
#
"tests/smoke/examples/test_notebooks_gpu.py::test_cornac_bivae_smoke", # 67.84s
"tests/functional/examples/test_notebooks_gpu.py::test_cornac_bivae_functional", # 453.21s
#
"tests/smoke/examples/test_notebooks_gpu.py::test_wide_deep_smoke", # 122.71s
#
"tests/smoke/examples/test_notebooks_gpu.py::test_fastai_smoke", # 33.22s
"tests/functional/examples/test_notebooks_gpu.py::test_fastai_functional", # 667.88s
],
"group_gpu_003": [ # Total group time: 2072.15s
"tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm", # 0.76s (Always the first test to check the GPU works)
"tests/smoke/examples/test_notebooks_gpu.py::test_ncf_smoke", # 114.39s
"tests/functional/examples/test_notebooks_gpu.py::test_ncf_functional", # 1046.97s
"tests/smoke/examples/test_notebooks_gpu.py::test_ncf_deep_dive_smoke", # 102.71s
"tests/functional/examples/test_notebooks_gpu.py::test_ncf_deep_dive_functional", # 351.17s
#
"tests/smoke/recommenders/recommender/test_newsrec_utils.py::test_naml_iterator", # 5.50s
# FIXME: https://github.com/microsoft/recommenders/issues/1883
# "tests/smoke/recommenders/recommender/test_newsrec_model.py::test_model_naml", # 450.65s
],
"group_gpu_004": [ # Total group time: 2103.34s
"tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm", # 0.76s (Always the first test to check the GPU works)
"tests/smoke/examples/test_notebooks_gpu.py::test_nrms_smoke", # 232.55s
# FIXME: https://github.com/microsoft/recommenders/issues/1883
# "tests/functional/examples/test_notebooks_gpu.py::test_nrms_quickstart_functional", # 857.05s
#
"tests/smoke/examples/test_notebooks_gpu.py::test_lstur_smoke", # 246.46s
# FIXME: https://github.com/microsoft/recommenders/issues/1883
# "tests/functional/examples/test_notebooks_gpu.py::test_lstur_quickstart_functional", # 766.52s
],
"group_gpu_005": [ # Total group time: 1844.05s
"tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm", # 0.76s (Always the first test to check the GPU works)
# FIXME: https://github.com/microsoft/recommenders/issues/1883
# "tests/functional/examples/test_notebooks_gpu.py::test_wide_deep_functional", # 1843.29s
#
"tests/smoke/examples/test_notebooks_gpu.py::test_npa_smoke", # 366.22s
# FIXME: https://github.com/microsoft/recommenders/issues/1883
# "tests/functional/examples/test_notebooks_gpu.py::test_npa_quickstart_functional", # 810.92s
],
"group_gpu_006": [ # Total group time: 1763.99s
"tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm", # 0.76s (Always the first test to check the GPU works)
"tests/smoke/recommenders/recommender/test_newsrec_model.py::test_model_npa", # 202.61s
"tests/smoke/recommenders/recommender/test_newsrec_model.py::test_model_nrms", # 188.60s
],
"group_gpu_007": [ # Total group time: 846.89s
"tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm", # 0.76s (Always the first test to check the GPU works)
# FIXME: https://github.com/microsoft/recommenders/issues/1883
# "tests/smoke/examples/test_notebooks_gpu.py::test_naml_smoke", # 620.13s
#
"tests/functional/examples/test_notebooks_gpu.py::test_benchmark_movielens_gpu", # 226s
# FIXME: Reduce test time https://github.com/microsoft/recommenders/issues/1731
# "tests/functional/examples/test_notebooks_gpu.py::test_naml_quickstart_functional", # 2033.85s
# FIXME: https://github.com/microsoft/recommenders/issues/1716
# "tests/functional/examples/test_notebooks_gpu.py::test_sasrec_quickstart_functional", # 448.06s + 614.69s
"tests/smoke/recommenders/recommender/test_newsrec_model.py::test_model_lstur", # 194.88s
],
"group_spark_001": [ # Total group time: 987.16s
"tests/data_validation/recommenders/datasets/test_movielens.py::test_load_spark_df", # 4.33s+ 25.58s + 101.99s + 139.23s
#
"tests/data_validation/recommenders/datasets/test_criteo.py::test_criteo_load_spark_df_sample", # 6.83s
"tests/data_validation/recommenders/datasets/test_criteo.py::test_criteo_load_spark_df_full", # 374.64s
#
"tests/smoke/examples/test_notebooks_pyspark.py::test_mmlspark_lightgbm_criteo_smoke", # 32.45s
"tests/functional/examples/test_notebooks_pyspark.py::test_mmlspark_lightgbm_criteo_functional",
#
"tests/smoke/examples/test_notebooks_pyspark.py::test_als_pyspark_smoke", # 49.53s
"tests/functional/examples/test_notebooks_pyspark.py::test_als_pyspark_functional", # 110.58s
#
"tests/functional/examples/test_notebooks_pyspark.py::test_benchmark_movielens_pyspark", # 142s
],
}
pr_gate_test_groups = {
"group_cpu_001": [ # Total group time: 525.96s
"tests/data_validation/recommenders/datasets/test_movielens.py::test_mock_movielens_schema__has_default_col_names",
"tests/data_validation/recommenders/datasets/test_movielens.py::test_mock_movielens_schema__get_df_remove_default_col__return_success",
"tests/data_validation/recommenders/datasets/test_movielens.py::test_mock_movielens_schema__get_df_invalid_param__return_failure",
"tests/data_validation/recommenders/datasets/test_movielens.py::test_mock_movielens_schema__get_df__return_success",
"tests/data_validation/recommenders/datasets/test_movielens.py::test_mock_movielens_data__no_name_collision",
"tests/data_validation/recommenders/datasets/test_movielens.py::test_load_pandas_df_mock_100__with_default_param__succeed",
"tests/data_validation/recommenders/datasets/test_movielens.py::test_load_pandas_df_mock_100__with_custom_param__succeed",
"tests/data_validation/recommenders/datasets/test_wikidata.py::test_find_wikidata_id",
"tests/unit/recommenders/datasets/test_download_utils.py::test_maybe_download",
"tests/unit/recommenders/datasets/test_download_utils.py::test_maybe_download_wrong_bytes",
"tests/unit/recommenders/datasets/test_download_utils.py::test_maybe_download_maybe",
"tests/unit/recommenders/datasets/test_download_utils.py::test_maybe_download_retry",
"tests/unit/recommenders/datasets/test_download_utils.py::test_download_path",
"tests/unit/recommenders/datasets/test_pandas_df_utils.py::test_negative_feedback_sampler",
"tests/unit/recommenders/datasets/test_pandas_df_utils.py::test_filter_by",
"tests/unit/recommenders/datasets/test_pandas_df_utils.py::test_csv_to_libffm",
"tests/unit/recommenders/datasets/test_pandas_df_utils.py::test_has_columns",
"tests/unit/recommenders/datasets/test_pandas_df_utils.py::test_has_same_base_dtype",
"tests/unit/recommenders/datasets/test_pandas_df_utils.py::test_lru_cache_df",
"tests/unit/recommenders/datasets/test_python_splitter.py::test_split_pandas_data",
"tests/unit/recommenders/datasets/test_python_splitter.py::test_min_rating_filter",
"tests/unit/recommenders/datasets/test_python_splitter.py::test_random_splitter",
"tests/unit/recommenders/datasets/test_python_splitter.py::test_chrono_splitter",
"tests/unit/recommenders/datasets/test_python_splitter.py::test_stratified_splitter",
"tests/unit/recommenders/datasets/test_python_splitter.py::test_int_numpy_stratified_splitter",
"tests/unit/recommenders/datasets/test_python_splitter.py::test_float_numpy_stratified_splitter",
"tests/unit/recommenders/datasets/test_sparse.py::test_df_to_sparse",
"tests/unit/recommenders/datasets/test_sparse.py::test_sparse_to_df",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_column_dtypes_match",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_merge_rating",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_merge_ranking",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_python_rmse",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_python_mae",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_python_rsquared",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_python_exp_var",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_get_top_k_items",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_get_top_k_items_largek",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_python_ndcg_at_k",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_python_map_at_k",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_python_precision",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_python_recall",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_python_auc",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_python_logloss",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_python_errors",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_catalog_coverage",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_distributional_coverage",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_item_novelty",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_novelty",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_user_diversity",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_diversity",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_user_item_serendipity",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_user_serendipity",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_serendipity",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_user_diversity_item_feature_vector",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_diversity_item_feature_vector",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_user_item_serendipity_item_feature_vector",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_user_serendipity_item_feature_vector",
"tests/unit/recommenders/evaluation/test_python_evaluation.py::test_serendipity_item_feature_vector",
"tests/unit/recommenders/models/test_geoimc.py::test_imcproblem",
"tests/unit/recommenders/models/test_tfidf_utils.py::test_init",
"tests/unit/recommenders/models/test_tfidf_utils.py::test_clean_dataframe",
"tests/unit/recommenders/models/test_tfidf_utils.py::test_fit",
"tests/unit/recommenders/models/test_tfidf_utils.py::test_tokenize_text",
"tests/unit/recommenders/models/test_tfidf_utils.py::test_get_tokens",
"tests/unit/recommenders/models/test_tfidf_utils.py::test_get_stop_words",
"tests/unit/recommenders/models/test_tfidf_utils.py::test_recommend_top_k_items",
"tests/unit/recommenders/models/test_tfidf_utils.py::test_get_top_k_recommendations",
"tests/unit/recommenders/models/test_cornac_utils.py::test_predict",
"tests/unit/recommenders/models/test_cornac_utils.py::test_recommend_k_items",
"tests/unit/recommenders/models/test_geoimc.py::test_dataptr",
"tests/unit/recommenders/models/test_geoimc.py::test_length_normalize",
"tests/unit/recommenders/models/test_geoimc.py::test_mean_center",
"tests/unit/recommenders/models/test_geoimc.py::test_reduce_dims",
"tests/unit/recommenders/models/test_geoimc.py::test_imcproblem",
"tests/unit/recommenders/models/test_geoimc.py::test_inferer_init",
"tests/unit/recommenders/models/test_geoimc.py::test_inferer_infer",
"tests/unit/recommenders/models/test_lightfm_utils.py::test_interactions",
"tests/unit/recommenders/models/test_lightfm_utils.py::test_fitting",
"tests/unit/recommenders/models/test_lightfm_utils.py::test_sim_users",
"tests/unit/recommenders/models/test_lightfm_utils.py::test_sim_items",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_init",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_fit",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_predict",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_predict_all_items",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_sar_item_similarity",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_user_affinity",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_recommend_k_items",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_get_item_based_topk",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_get_popularity_based_topk",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_get_normalized_scores",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_match_similarity_type_from_json_file",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_dataset_with_duplicates",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_get_topk_most_similar_users",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_item_frequencies",
"tests/unit/recommenders/models/test_sar_singlenode.py::test_user_frequencies",
"tests/unit/recommenders/models/test_surprise_utils.py::test_predict",
"tests/unit/recommenders/models/test_surprise_utils.py::test_recommend_k_items",
"tests/unit/recommenders/models/test_vowpal_wabbit.py::test_vw_init_del",
"tests/unit/recommenders/models/test_vowpal_wabbit.py::test_to_vw_cmd",
"tests/unit/recommenders/models/test_vowpal_wabbit.py::test_parse_train_cmd",
"tests/unit/recommenders/models/test_vowpal_wabbit.py::test_parse_test_cmd",
"tests/unit/recommenders/models/test_vowpal_wabbit.py::test_to_vw_file",
"tests/unit/recommenders/models/test_vowpal_wabbit.py::test_fit_and_predict",
"tests/unit/recommenders/tuning/test_ncf_utils.py::test_compute_test_results__return_success",
"tests/unit/recommenders/tuning/test_nni_utils.py::test_get_experiment_status",
"tests/unit/recommenders/tuning/test_nni_utils.py::test_check_experiment_status_done",
"tests/unit/recommenders/tuning/test_nni_utils.py::test_check_experiment_status_tuner_no_more_trial",
"tests/unit/recommenders/tuning/test_nni_utils.py::test_check_experiment_status_running",
"tests/unit/recommenders/tuning/test_nni_utils.py::test_check_experiment_status_no_more_trial",
"tests/unit/recommenders/tuning/test_nni_utils.py::test_check_experiment_status_failed",
"tests/unit/recommenders/tuning/test_nni_utils.py::test_check_stopped_timeout",
"tests/unit/recommenders/tuning/test_nni_utils.py::test_check_stopped",
"tests/unit/recommenders/tuning/test_nni_utils.py::test_check_metrics_written",
"tests/unit/recommenders/tuning/test_nni_utils.py::test_check_metrics_written_timeout",
"tests/unit/recommenders/tuning/test_nni_utils.py::test_get_trials",
"tests/unit/recommenders/tuning/test_sweep.py::test_param_sweep",
"tests/unit/recommenders/utils/test_general_utils.py::test_invert_dictionary",
"tests/unit/recommenders/utils/test_general_utils.py::test_get_number_processors",
"tests/unit/recommenders/utils/test_plot.py::test_line_graph",
"tests/unit/recommenders/utils/test_python_utils.py::test_python_jaccard",
"tests/unit/recommenders/utils/test_python_utils.py::test_python_lift",
"tests/unit/recommenders/utils/test_python_utils.py::test_exponential_decay",
"tests/unit/recommenders/utils/test_python_utils.py::test_get_top_k_scored_items",
"tests/unit/recommenders/utils/test_python_utils.py::test_binarize",
"tests/unit/recommenders/utils/test_python_utils.py::test_rescale",
"tests/unit/recommenders/utils/test_timer.py::test_no_time",
"tests/unit/recommenders/utils/test_timer.py::test_stop_before_start",
"tests/unit/recommenders/utils/test_timer.py::test_interval_before_stop",
"tests/unit/recommenders/utils/test_timer.py::test_timer",
"tests/unit/recommenders/utils/test_timer.py::test_timer_format",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_merge_rating",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_merge_ranking",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_python_rmse",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_python_mae",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_python_rsquared",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_python_exp_var",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_get_top_k_items",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_get_top_k_items_largek",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_python_ndcg_at_k",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_python_map_at_k",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_python_precision",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_python_recall",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_python_auc",
"tests/performance/recommenders/evaluation/test_python_evaluation_time_performance.py::test_python_logloss",
"tests/security/test_dependency_security.py::test_requests",
"tests/security/test_dependency_security.py::test_numpy",
"tests/security/test_dependency_security.py::test_pandas",
"tests/responsible_ai/recommenders/datasets/test_criteo_privacy.py",
"tests/responsible_ai/recommenders/datasets/test_movielens_privacy.py",
"tests/integration/recommenders/utils/test_k8s_utils.py",
],
"group_notebooks_cpu_001": [ # Total group time: 226.42s
"tests/unit/examples/test_notebooks_python.py::test_rlrmc_quickstart_runs",
"tests/unit/examples/test_notebooks_python.py::test_sar_deep_dive_runs",
"tests/unit/examples/test_notebooks_python.py::test_baseline_deep_dive_runs",
"tests/unit/examples/test_notebooks_python.py::test_template_runs",
"tests/unit/recommenders/utils/test_notebook_utils.py::test_is_jupyter",
"tests/unit/examples/test_notebooks_python.py::test_surprise_deep_dive_runs",
"tests/unit/examples/test_notebooks_python.py::test_lightgbm",
"tests/unit/examples/test_notebooks_python.py::test_cornac_deep_dive_runs",
"tests/unit/examples/test_notebooks_python.py::test_sar_single_node_runs",
"tests/unit/examples/test_notebooks_python.py::test_vw_deep_dive_runs",
],
"group_spark_001": [ # Total group time: 270.41s
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_init_spark",
"tests/data_validation/recommenders/datasets/test_movielens.py::test_mock_movielens_schema__get_spark_df__return_success",
"tests/data_validation/recommenders/datasets/test_movielens.py::test_mock_movielens_schema__get_spark_df__store_tmp_file",
"tests/data_validation/recommenders/datasets/test_movielens.py::test_mock_movielens_schema__get_spark_df__data_serialization_default_param",
"tests/data_validation/recommenders/datasets/test_movielens.py::test_load_spark_df_mock_100__with_default_param__succeed",
"tests/data_validation/recommenders/datasets/test_movielens.py::test_load_spark_df_mock_100__with_custom_param__succeed",
"tests/unit/recommenders/datasets/test_spark_splitter.py::test_stratified_splitter",
"tests/unit/recommenders/datasets/test_spark_splitter.py::test_chrono_splitter",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_user_diversity_item_feature_vector",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_spark_python_match",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_spark_precision",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_spark_exp_var",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_user_diversity",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_user_item_serendipity",
"tests/unit/recommenders/datasets/test_spark_splitter.py::test_min_rating_filter",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_serendipity",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_user_serendipity",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_diversity_item_feature_vector",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_diversity",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_user_serendipity_item_feature_vector",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_serendipity_item_feature_vector",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_user_item_serendipity_item_feature_vector",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_novelty",
"tests/unit/recommenders/datasets/test_spark_splitter.py::test_timestamp_splitter",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_spark_ndcg",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_spark_recall",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_spark_map",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_spark_rmse",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_item_novelty",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_spark_mae",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_spark_rsquared",
"tests/unit/recommenders/datasets/test_spark_splitter.py::test_random_splitter",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_init_spark_rating_eval",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_catalog_coverage",
"tests/unit/recommenders/evaluation/test_spark_evaluation.py::test_distributional_coverage",
],
"group_notebooks_spark_001": [ # Total group time: 794s
"tests/unit/recommenders/utils/test_notebook_utils.py::test_is_databricks",
"tests/unit/examples/test_notebooks_pyspark.py::test_als_deep_dive_runs", # 287.70s
"tests/unit/examples/test_notebooks_pyspark.py::test_als_pyspark_runs", # 374.15s
"tests/unit/examples/test_notebooks_pyspark.py::test_mmlspark_lightgbm_criteo_runs", # 132.09s
],
"group_notebooks_spark_002": [ # Total group time: 466s
"tests/unit/examples/test_notebooks_pyspark.py::test_data_split_runs", # 43.66s
"tests/unit/examples/test_notebooks_pyspark.py::test_evaluation_runs", # 45.24s
"tests/unit/examples/test_notebooks_pyspark.py::test_evaluation_diversity_runs", # 376.61s
# TODO: This is a flaky test, skip for now, to be fixed in future iterations.
# Refer to the issue: https://github.com/microsoft/recommenders/issues/1770
# "tests/unit/examples/test_notebooks_pyspark.py::test_spark_tuning", # 212.29s+190.02s+180.13s+164.09s=746.53s (flaky test, it rerun several times)
],
"group_gpu_001": [ # Total group time: 492.62s
"tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm", # 0.76s (Always the first test to check the GPU works)
"tests/unit/recommenders/models/test_rbm.py::test_class_init",
"tests/unit/recommenders/models/test_rbm.py::test_sampling_funct",
"tests/unit/recommenders/models/test_rbm.py::test_train_param_init",
"tests/unit/recommenders/models/test_rbm.py::test_save_load",
"tests/unit/recommenders/models/test_ncf_dataset.py::test_datafile_init",
"tests/unit/recommenders/models/test_ncf_dataset.py::test_train_loader",
"tests/unit/recommenders/models/test_ncf_dataset.py::test_test_loader",
"tests/unit/recommenders/models/test_ncf_dataset.py::test_datafile_init_unsorted",
"tests/unit/recommenders/models/test_ncf_dataset.py::test_datafile_init_empty",
"tests/unit/recommenders/models/test_ncf_dataset.py::test_datafile_missing_column",
"tests/unit/recommenders/models/test_ncf_dataset.py::test_negative_sampler",
"tests/unit/recommenders/models/test_ncf_singlenode.py::test_init",
"tests/unit/recommenders/models/test_ncf_singlenode.py::test_fit",
"tests/unit/recommenders/models/test_ncf_singlenode.py::test_neumf_save_load",
"tests/unit/recommenders/models/test_ncf_singlenode.py::test_regular_save_load",
"tests/unit/recommenders/models/test_ncf_singlenode.py::test_predict",
"tests/unit/recommenders/models/test_wide_deep_utils.py::test_wide_model",
"tests/unit/recommenders/models/test_wide_deep_utils.py::test_deep_model",
"tests/unit/recommenders/models/test_wide_deep_utils.py::test_wide_deep_model",
"tests/unit/recommenders/models/test_newsrec_model.py::test_naml_component_definition",
"tests/unit/recommenders/models/test_newsrec_model.py::test_lstur_component_definition",
"tests/unit/recommenders/models/test_newsrec_model.py::test_nrms_component_definition",
"tests/unit/recommenders/models/test_newsrec_model.py::test_npa_component_definition",
"tests/unit/recommenders/models/test_newsrec_utils.py::test_prepare_hparams",
"tests/unit/recommenders/models/test_newsrec_utils.py::test_load_yaml_file",
# "tests/unit/recommenders/models/test_sasrec_model.py::test_prepare_data", # FIXME: it takes too long to run
# "tests/unit/recommenders/models/test_sasrec_model.py::test_sampler", # FIXME: it takes too long to run
# "tests/unit/recommenders/models/test_sasrec_model.py::test_sasrec", # FIXME: it takes too long to run
# "tests/unit/recommenders/models/test_sasrec_model.py::test_ssept", # FIXME: it takes too long to run
"tests/unit/recommenders/utils/test_gpu_utils.py::test_get_gpu_info",
"tests/unit/recommenders/utils/test_gpu_utils.py::test_get_number_gpus",
"tests/unit/recommenders/utils/test_gpu_utils.py::test_clear_memory_all_gpus",
"tests/unit/recommenders/utils/test_gpu_utils.py::test_get_cuda_version",
"tests/unit/recommenders/utils/test_gpu_utils.py::test_get_cudnn_version",
"tests/unit/recommenders/utils/test_gpu_utils.py::test_cudnn_enabled",
"tests/unit/recommenders/utils/test_gpu_utils.py::test_tensorflow_gpu",
"tests/unit/recommenders/utils/test_gpu_utils.py::test_pytorch_gpu",
"tests/unit/recommenders/utils/test_tf_utils.py::test_evaluation_log_hook",
"tests/unit/recommenders/utils/test_tf_utils.py::test_pandas_input_fn",
"tests/unit/recommenders/utils/test_tf_utils.py::test_pandas_input_fn_for_saved_model",
"tests/unit/recommenders/utils/test_tf_utils.py::test_build_optimizer",
],
"group_gpu_002": [ # Total group time:
"tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm", # 0.76s (Always the first test to check the GPU works)
"tests/unit/recommenders/models/test_deeprec_model.py::test_xdeepfm_component_definition", # FIXME: Issue with TF version > 2.10.1 See #2018
"tests/unit/recommenders/models/test_deeprec_model.py::test_dkn_component_definition",
"tests/unit/recommenders/models/test_deeprec_model.py::test_dkn_item2item_component_definition",
"tests/unit/recommenders/models/test_deeprec_model.py::test_slirec_component_definition", # FIXME: Issue with TF version > 2.10.1 See #2018
"tests/unit/recommenders/models/test_deeprec_model.py::test_nextitnet_component_definition",
"tests/unit/recommenders/models/test_deeprec_model.py::test_sum_component_definition", # FIXME: Issue with TF version > 2.10.1 See #2018
"tests/unit/recommenders/models/test_deeprec_model.py::test_lightgcn_component_definition",
"tests/unit/recommenders/models/test_deeprec_utils.py::test_prepare_hparams",
"tests/unit/recommenders/models/test_deeprec_utils.py::test_load_yaml_file",
"tests/security/test_dependency_security.py::test_tensorflow",
"tests/security/test_dependency_security.py::test_torch",
"tests/regression/test_compatibility_tf.py",
],
"group_notebooks_gpu_001": [ # Total group time: 563.35s
"tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm", # 0.76s (Always the first test to check the GPU works)
"tests/unit/examples/test_notebooks_gpu.py::test_dkn_quickstart",
"tests/unit/examples/test_notebooks_gpu.py::test_ncf",
"tests/unit/examples/test_notebooks_gpu.py::test_ncf_deep_dive",
"tests/unit/examples/test_notebooks_gpu.py::test_fastai",
],
"group_notebooks_gpu_002": [ # Total group time: 241.15s
"tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm", # 0.76s (Always the first test to check the GPU works)
"tests/unit/examples/test_notebooks_gpu.py::test_wide_deep",
"tests/unit/examples/test_notebooks_gpu.py::test_xdeepfm", # FIXME: Issue with TF version > 2.10.1 See #2018
"tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm",
],
}